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Isoformer

Developed by InstaDeepAI
Isoformer is a model capable of accurately predicting differential transcript expression, outperforming existing methods and fully leveraging multimodal data.
Downloads 165
Release Time : 5/13/2024

Model Overview

Isoformer is a model for predicting differential transcript expression, achieving efficient gene expression prediction by integrating data from three modalities: DNA, RNA, and protein.

Model Features

Multimodal Data Integration
Integrates data from three modalities—DNA, RNA, and protein—to enhance prediction accuracy.
Efficient Knowledge Transfer
Efficiently transfers knowledge from three pre-trained encoders: Enformer, Nucleotide Transformer v2, and ESM2.
High-performance Prediction
Outperforms existing methods in differential transcript expression prediction tasks.

Model Capabilities

Gene Expression Prediction
Multimodal Data Integration
Transcript Expression Analysis

Use Cases

Genomics Research
Differential Transcript Expression Prediction
Predicts transcript expression differences across tissues or conditions.
Superior prediction accuracy compared to existing methods.
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